In [ ]:
import os
import heapq
import datetime
import matplotlib.pyplot as plt
from sklearn.linear_model import LinearRegression
from sklearn.metrics import mean_squared_error, r2_score
from sklearn.model_selection import train_test_split
def train_model_per_zipcode(zipcode_dict):
"""Trains a linear regression model for each zip code and contaminant.
Stores predicted analyticalResultValues for future date and returns a list of tuples
containing (zipcode, contaminant, predicted_AnalyticalResultValue).
Args:
zipcode_dict: A dictionary with zip codes as keys and inner dictionaries
containing contaminant data (collection date and AnalyticalResultValue).
"""
models = {}
top_graphs = [] # Priority queue to store top graphs (abs(r2_score - 1), file_name)
graph_count = 0
predicted_AnalyticalValues = [] # List to store (zipcode, contaminant, predicted_AnalyticalResultValue)
# Create an 'output_graphs' directory if it doesn't exist
output_dir = 'output_graphs'
if not os.path.exists(output_dir):
os.makedirs(output_dir)
# Create a dictionary to store predictions
zipcode_predictions = {}
for zipcode, contaminant_data in zipcode_dict.items():
for contaminant, data_points in contaminant_data.items(): # Iterate through contaminants
X = []
y = []
# Changed loop to iterate through the actual structure of data_points
for analyticalResultValue, collection_dates in data_points.items():
for collection_date in collection_dates:
X.append([collection_date]) # Use collection date as the feature
y.append(analyticalResultValue) # Use analyticalResultValue as the target
if len(X) > 1: # Need at least 2 data points for training
# Split the data into training and testing sets
X_train, X_test, y_train, y_test = train_test_split(
X, y, test_size=0.2, random_state=42
)
model = LinearRegression()
model.fit(X_train, y_train)
y_pred = model.predict(X_test)
# Calculate and print the MSE for this model
mse = mean_squared_error(y_test, y_pred)
print(f"\nZip Code: {zipcode}, MSE: {mse}")
# Calculate and print the R-squared score
r2 = r2_score(y_test, y_pred)
if(np.isnan(r2)):
r2 = 1.0
print(f"Zip Code: {zipcode}, R^2 score: {r2}")
models[zipcode] = model # Store the model for this zip code
# --- Prediction into the future ---
future_date = datetime.datetime.now() + datetime.timedelta(days=365)
future_date_timestamp = int(future_date.timestamp())
future_prediction = model.predict([[future_date_timestamp]])
print(f"Prediction for {contaminant} in zip code {zipcode} on {future_date.strftime('%Y-%m-%d')}: {future_prediction[0]}")
# Store the prediction
predicted_AnalyticalValues.append((zipcode, contaminant, future_prediction[0], future_date.strftime('%Y-%m-%d')))
# Store the prediction in the dictionary along with MSE and R-squared
zipcode_predictions.setdefault(zipcode, {}).setdefault(contaminant, []).append({
"date": future_date.strftime('%Y-%m-%d'),
"predicted_value": future_prediction[0],
"mse": mse, # Add MSE
"r2": r2 # Add R-squared
})
# --- Plotting ---
X_dates = [datetime.datetime.fromtimestamp(ts) for ts in np.array(X).flatten()]
plt.figure(figsize=(8, 6))
plt.scatter(X_dates, y, color='blue', label='Actual AnalyticalResultValue')
plt.plot(X_dates, model.predict(np.array(X).reshape(-1, 1)), color='red', label='Predicted AnalyticalResultValue')
# Add future prediction to the plot
plt.scatter([future_date], future_prediction, color='green', marker='o', s=100, label='Future Prediction')
plt.title(f"Linear Regression for Zip Code: {zipcode} and Contaminant: {contaminant}\n"
f"Prediction for {future_date.strftime('%Y-%m-%d')}: {future_prediction[0]}\n"
f"Mean Squared Error: {mse}, R^2 Score: {r2}")
plt.xlabel('Collection Date')
plt.ylabel('AnalyticalResultValue')
plt.xticks(rotation=45, ha='right')
plt.legend()
plt.grid(True)
plt.tight_layout()
# --- Saving Graphs (with variety selection) ---
file_name = os.path.join(output_dir, f"{zipcode}_{contaminant}_graph.png")
# plt.savefig(file_name) # Save the graph - might not be necessary unless you want a lot
# Calculate and print the R-squared score
r2 = r2_score(y_test, y_pred)
if np.isnan(r2):
r2 = 1.0 # Handle NaN by setting R^2 to 1.0
#print(f"Zip Code: {zipcode}, R^2 score: {r2}")
accuracy = abs(r2 - 1)
models[zipcode] = model # Store the model for this zip code
# Calculate variety (standard deviation of MRL values)
variety = np.std(y)
# Add to priority queue based on variety and accuracy
score = variety * (1 - accuracy) # Combine variety and accuracy
heapq.heappush(top_graphs, (-score, file_name)) # Use negative for max-heap
if len(top_graphs) > 5: # Keep only top 5
heapq.heappop(top_graphs)
graph_count += 1
plt.show()
# Save the top 15 most accurate graphs
print(f"Saving top 15 most accurate predictions based on R^2 score out of {graph_count} total graphs")
for accuracy, file_name in top_graphs:
plt.savefig(file_name)
print(f"Total graphs generated: {graph_count}")
# return models, predicted_AnalyticalValues
# Return both zipcode_predictions and predicted_AnalyticalValues
return zipcode_predictions, predicted_AnalyticalValues
# Train models for each zip code
# models, predicted_AnalyticalValues = train_model_per_zipcode(zipcode_dict)
# Train models and get predictions
zipcode_predictions, predicted_AnalyticalValues = train_model_per_zipcode(zipcode_dict) # Receive both return values
# Save predictions to a JSON file
with open('zipcode_predictions.json', 'w') as f:
json.dump(zipcode_predictions, f, indent=4) # Use indent for readability
print(zipcode_predictions)
Zip Code: 6339, MSE: 0.0 Zip Code: 6339, R^2 score: 1.0 Prediction for 1,4-dioxane in zip code 6339 on 2025-12-10: 0.0
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning) /usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning)
Zip Code: 6339, MSE: 19692.292764058227 Zip Code: 6339, R^2 score: -3.018835257971067 Prediction for chlorate in zip code 6339 on 2025-12-10: 1520.1093366459436
Zip Code: 6339, MSE: 0.0048325645150389205 Zip Code: 6339, R^2 score: 0.0 Prediction for chromium in zip code 6339 on 2025-12-10: 0.2545034547945586
Zip Code: 6339, MSE: 16317.20227833172 Zip Code: 6339, R^2 score: -162.1720227833172 Prediction for strontium in zip code 6339 on 2025-12-10: 118.77321236495004
Zip Code: 6339, MSE: 0.7992282334162855 Zip Code: 6339, R^2 score: -0.6310780273801746 Prediction for cobalt in zip code 6339 on 2025-12-10: -7.171894832131599
Zip Code: 6339, MSE: 0.0 Zip Code: 6339, R^2 score: 1.0 Prediction for molybdenum in zip code 6339 on 2025-12-10: 0.0
Zip Code: 6339, MSE: 0.010000000000000002 Zip Code: 6339, R^2 score: 0.0 Prediction for vanadium in zip code 6339 on 2025-12-10: 0.09999999999999966
Zip Code: 6339, MSE: 0.0 Zip Code: 6339, R^2 score: 1.0 Prediction for bromomethane in zip code 6339 on 2025-12-10: 0.0
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning) /usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning)
Zip Code: 6339, MSE: 0.0 Zip Code: 6339, R^2 score: 1.0 Prediction for HCFC-22 in zip code 6339 on 2025-12-10: 0.0
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning) /usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning)
Zip Code: 6339, MSE: 0.00493389399817824 Zip Code: 6339, R^2 score: -0.00691714248535491 Prediction for chromium-6 in zip code 6339 on 2025-12-10: -0.0700095834980402
Zip Code: 6339, MSE: 0.0 Zip Code: 6339, R^2 score: 1.0 Prediction for PFOA in zip code 6339 on 2025-12-10: 0.0
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning) /usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning)
Zip Code: 6339, MSE: 0.0 Zip Code: 6339, R^2 score: 1.0 Prediction for PFBS in zip code 6339 on 2025-12-10: 0.0
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning) /usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning)
Zip Code: 6339, MSE: 0.0 Zip Code: 6339, R^2 score: 1.0 Prediction for PFHpA in zip code 6339 on 2025-12-10: 0.0
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning) /usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning)
Zip Code: 6339, MSE: 0.0 Zip Code: 6339, R^2 score: 1.0 Prediction for PFHxS in zip code 6339 on 2025-12-10: 0.0
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning) /usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning)
Zip Code: 6339, MSE: 0.0 Zip Code: 6339, R^2 score: 1.0 Prediction for PFNA in zip code 6339 on 2025-12-10: 0.0
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning) /usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning)
Zip Code: 6339, MSE: 0.0 Zip Code: 6339, R^2 score: 1.0 Prediction for PFOS in zip code 6339 on 2025-12-10: 0.0
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning) /usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning)
Zip Code: 6339, MSE: 0.0 Zip Code: 6339, R^2 score: 1.0 Prediction for Halon 1011 in zip code 6339 on 2025-12-10: 0.0
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning) /usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning)
Zip Code: 6339, MSE: 0.0 Zip Code: 6339, R^2 score: 1.0 Prediction for 1,2,3-trichloropropane in zip code 6339 on 2025-12-10: 0.0
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning) /usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning)
Zip Code: 6339, MSE: 0.0 Zip Code: 6339, R^2 score: 1.0 Prediction for 1,3-butadiene in zip code 6339 on 2025-12-10: 0.0
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning) /usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning)
Zip Code: 6339, MSE: 0.0 Zip Code: 6339, R^2 score: 1.0 Prediction for chloromethane in zip code 6339 on 2025-12-10: 0.0
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning) /usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning)
Zip Code: 6339, MSE: 0.0 Zip Code: 6339, R^2 score: 1.0 Prediction for 1,1-dichloroethane in zip code 6339 on 2025-12-10: 0.0
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning) /usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning)
Zip Code: 6339, MSE: 0.0 Zip Code: 6339, R^2 score: 1.0 Prediction for total permethrin in zip code 6339 on 2025-12-10: 0.0
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning) /usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning)
Zip Code: 6339, MSE: 0.0 Zip Code: 6339, R^2 score: 1.0 Prediction for 1-butanol in zip code 6339 on 2025-12-10: 0.0
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning) /usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning)
Zip Code: 6339, MSE: 0.0 Zip Code: 6339, R^2 score: 1.0 Prediction for dimethipin in zip code 6339 on 2025-12-10: 0.0
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning) /usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning)
Zip Code: 6339, MSE: 0.0 Zip Code: 6339, R^2 score: 1.0 Prediction for oxyfluorfen in zip code 6339 on 2025-12-10: 0.0
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning) /usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning)
Zip Code: 6339, MSE: 0.0 Zip Code: 6339, R^2 score: 1.0 Prediction for quinoline in zip code 6339 on 2025-12-10: 0.0
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning) /usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning)
Zip Code: 6339, MSE: 0.0 Zip Code: 6339, R^2 score: 1.0 Prediction for alpha-hexachlorocyclohexane in zip code 6339 on 2025-12-10: 0.0
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning) /usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning)
Zip Code: 6339, MSE: 0.0 Zip Code: 6339, R^2 score: 1.0 Prediction for tebuconazole in zip code 6339 on 2025-12-10: 0.0
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning) /usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning)
Zip Code: 6339, MSE: 0.0 Zip Code: 6339, R^2 score: 1.0 Prediction for 2-methoxyethanol in zip code 6339 on 2025-12-10: 0.0
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning) /usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning)
Zip Code: 6339, MSE: 0.0 Zip Code: 6339, R^2 score: 1.0 Prediction for o-toluidine in zip code 6339 on 2025-12-10: 0.0
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning) /usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning)
Zip Code: 6339, MSE: 0.0 Zip Code: 6339, R^2 score: 1.0 Prediction for profenofos in zip code 6339 on 2025-12-10: 0.0
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning) /usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning)
Zip Code: 6339, MSE: 0.0 Zip Code: 6339, R^2 score: 1.0 Prediction for tribufos in zip code 6339 on 2025-12-10: 0.0
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning) /usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning)
Zip Code: 6339, MSE: 0.0 Zip Code: 6339, R^2 score: 1.0 Prediction for chlorpyrifos in zip code 6339 on 2025-12-10: 0.0
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning) /usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning)
Zip Code: 6339, MSE: 0.0 Zip Code: 6339, R^2 score: 1.0 Prediction for butylated hydroxyanisole in zip code 6339 on 2025-12-10: 0.0
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning) /usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning)
Zip Code: 6339, MSE: 0.0 Zip Code: 6339, R^2 score: 1.0 Prediction for 2-propen-1-ol in zip code 6339 on 2025-12-10: 0.0
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning) /usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning)
Zip Code: 6339, MSE: 40.4314710093647 Zip Code: 6339, R^2 score: 1.0 Prediction for manganese in zip code 6339 on 2025-12-10: 93.92657700114194
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning) /usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning)
Zip Code: 6339, MSE: 0.0 Zip Code: 6339, R^2 score: 1.0 Prediction for ethoprop in zip code 6339 on 2025-12-10: 0.0
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning) /usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning)
Zip Code: 6339, MSE: 0.0 Zip Code: 6339, R^2 score: 1.0 Prediction for germanium in zip code 6339 on 2025-12-10: 0.0
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning) /usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning)
Zip Code: 6339, MSE: 1.3743854425423327 Zip Code: 6339, R^2 score: -0.9362825313842118 Prediction for HAA6Br in zip code 6339 on 2025-12-10: 11.351398026837902
Zip Code: 6339, MSE: 110.77963795857383 Zip Code: 6339, R^2 score: -3.828240722389367 Prediction for HAA9 in zip code 6339 on 2025-12-10: -176.7006673989581
Zip Code: 6339, MSE: 101.03120566372047 Zip Code: 6339, R^2 score: -6.815143368225137 Prediction for HAA5 in zip code 6339 on 2025-12-10: -177.74306433665538
Zip Code: 35005, MSE: 0.0 Zip Code: 35005, R^2 score: 1.0 Prediction for PFHxS in zip code 35005 on 2025-12-10: 0.0
Zip Code: 35005, MSE: 0.0 Zip Code: 35005, R^2 score: 1.0 Prediction for tellurium in zip code 35005 on 2025-12-10: 0.0
Zip Code: 35005, MSE: 0.0 Zip Code: 35005, R^2 score: 1.0 Prediction for chromium in zip code 35005 on 2025-12-10: 0.0
Zip Code: 35005, MSE: 0.0 Zip Code: 35005, R^2 score: 1.0 Prediction for cobalt in zip code 35005 on 2025-12-10: 0.0
Zip Code: 35005, MSE: 0.0 Zip Code: 35005, R^2 score: 1.0 Prediction for chloromethane in zip code 35005 on 2025-12-10: 0.0
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning) /usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning)
Zip Code: 35005, MSE: 1.2567536775713826 Zip Code: 35005, R^2 score: 0.0 Prediction for molybdenum in zip code 35005 on 2025-12-10: -17.550741216281907
Zip Code: 35005, MSE: 0.0886435297668037 Zip Code: 35005, R^2 score: -0.41829647626885924 Prediction for vanadium in zip code 35005 on 2025-12-10: -0.16001759184956565
Zip Code: 35005, MSE: 0.0 Zip Code: 35005, R^2 score: 1.0 Prediction for Halon 1011 in zip code 35005 on 2025-12-10: 0.0
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning) /usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning)
Zip Code: 35005, MSE: 0.0 Zip Code: 35005, R^2 score: 1.0 Prediction for n-propylbenzene in zip code 35005 on 2025-12-10: 0.0
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning) /usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning)
Zip Code: 35005, MSE: 0.00026602723790868966 Zip Code: 35005, R^2 score: -0.7583927418116847 Prediction for chromium-6 in zip code 35005 on 2025-12-10: -0.08891460360320946
Zip Code: 35005, MSE: 0.0 Zip Code: 35005, R^2 score: 1.0 Prediction for germanium in zip code 35005 on 2025-12-10: 0.0
Zip Code: 35005, MSE: 0.0 Zip Code: 35005, R^2 score: 1.0 Prediction for PFHpA in zip code 35005 on 2025-12-10: 0.0
Zip Code: 35005, MSE: 0.0 Zip Code: 35005, R^2 score: 1.0 Prediction for 1,1-dichloroethane in zip code 35005 on 2025-12-10: 0.0
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning) /usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning)
Zip Code: 35005, MSE: 0.0008702685204829733 Zip Code: 35005, R^2 score: 1.0 Prediction for 1,4-dioxane in zip code 35005 on 2025-12-10: -0.1008497656594034
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning) /usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning)
Zip Code: 35005, MSE: 0.0 Zip Code: 35005, R^2 score: 1.0 Prediction for sec-butylbenzene in zip code 35005 on 2025-12-10: 0.0
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning) /usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning)
Zip Code: 35005, MSE: 8.387055689503859e-07 Zip Code: 35005, R^2 score: 0.0 Prediction for PFBS in zip code 35005 on 2025-12-10: 0.0012998288755263392
Zip Code: 35005, MSE: 26.651938621736893 Zip Code: 35005, R^2 score: -0.004880332613324656 Prediction for strontium in zip code 35005 on 2025-12-10: 78.97513505967873
Zip Code: 35005, MSE: 1766.0237261626048 Zip Code: 35005, R^2 score: -109.3764828851628 Prediction for chlorate in zip code 35005 on 2025-12-10: 239.9273521754575
Zip Code: 35005, MSE: 0.0 Zip Code: 35005, R^2 score: 1.0 Prediction for 1,3-butadiene in zip code 35005 on 2025-12-10: 0.0
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning) /usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning)
Zip Code: 35005, MSE: 1.4199738664282935 Zip Code: 35005, R^2 score: 0.08003837630400246 Prediction for manganese in zip code 35005 on 2025-12-10: 2.830077986981136
Zip Code: 35005, MSE: 0.0 Zip Code: 35005, R^2 score: 1.0 Prediction for PFOA in zip code 35005 on 2025-12-10: 0.0
Zip Code: 35005, MSE: 0.0 Zip Code: 35005, R^2 score: 1.0 Prediction for HCFC-22 in zip code 35005 on 2025-12-10: 0.0
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning) /usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning)
Zip Code: 35005, MSE: 0.0 Zip Code: 35005, R^2 score: 1.0 Prediction for PFNA in zip code 35005 on 2025-12-10: 0.0
Zip Code: 35005, MSE: 0.0 Zip Code: 35005, R^2 score: 1.0 Prediction for bromomethane in zip code 35005 on 2025-12-10: 0.0
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning) /usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning)
Zip Code: 35005, MSE: 0.0 Zip Code: 35005, R^2 score: 1.0 Prediction for 1,2,3-trichloropropane in zip code 35005 on 2025-12-10: 0.0
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning) /usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning)
Zip Code: 35005, MSE: 0.0 Zip Code: 35005, R^2 score: 1.0 Prediction for PFOS in zip code 35005 on 2025-12-10: 0.0
Zip Code: 35005, MSE: 0.0 Zip Code: 35005, R^2 score: 1.0 Prediction for total permethrin in zip code 35005 on 2025-12-10: 0.0
Zip Code: 35005, MSE: 0.0 Zip Code: 35005, R^2 score: 1.0 Prediction for 1-butanol in zip code 35005 on 2025-12-10: 0.0
Zip Code: 35005, MSE: 0.0 Zip Code: 35005, R^2 score: 1.0 Prediction for profenofos in zip code 35005 on 2025-12-10: 0.0
Zip Code: 35005, MSE: 0.0 Zip Code: 35005, R^2 score: 1.0 Prediction for 2-propen-1-ol in zip code 35005 on 2025-12-10: 0.0
Zip Code: 35005, MSE: 0.0 Zip Code: 35005, R^2 score: 1.0 Prediction for quinoline in zip code 35005 on 2025-12-10: 0.0
Zip Code: 35005, MSE: 0.0 Zip Code: 35005, R^2 score: 1.0 Prediction for dimethipin in zip code 35005 on 2025-12-10: 0.0
Zip Code: 35005, MSE: 0.0 Zip Code: 35005, R^2 score: 1.0 Prediction for alpha-hexachlorocyclohexane in zip code 35005 on 2025-12-10: 0.0
Zip Code: 35005, MSE: 0.0 Zip Code: 35005, R^2 score: 1.0 Prediction for 2-methoxyethanol in zip code 35005 on 2025-12-10: 0.0
Zip Code: 35005, MSE: 0.0 Zip Code: 35005, R^2 score: 1.0 Prediction for o-toluidine in zip code 35005 on 2025-12-10: 0.0
Zip Code: 35005, MSE: 0.0 Zip Code: 35005, R^2 score: 1.0 Prediction for butylated hydroxyanisole in zip code 35005 on 2025-12-10: 0.0
Zip Code: 35005, MSE: 0.0 Zip Code: 35005, R^2 score: 1.0 Prediction for tribufos in zip code 35005 on 2025-12-10: 0.0
Zip Code: 35005, MSE: 0.0 Zip Code: 35005, R^2 score: 1.0 Prediction for ethoprop in zip code 35005 on 2025-12-10: 0.0
Zip Code: 35005, MSE: 0.0 Zip Code: 35005, R^2 score: 1.0 Prediction for chlorpyrifos in zip code 35005 on 2025-12-10: 0.0
Zip Code: 35005, MSE: 0.0 Zip Code: 35005, R^2 score: 1.0 Prediction for tebuconazole in zip code 35005 on 2025-12-10: 0.0
Zip Code: 35005, MSE: 0.0 Zip Code: 35005, R^2 score: 1.0 Prediction for oxyfluorfen in zip code 35005 on 2025-12-10: 0.0
Zip Code: 35005, MSE: 71.13651975704933 Zip Code: 35005, R^2 score: -0.06588819493761333 Prediction for HAA5 in zip code 35005 on 2025-12-10: 45.652204417819064
Zip Code: 35005, MSE: 96.90103322565629 Zip Code: 35005, R^2 score: -0.10769004356311895 Prediction for HAA9 in zip code 35005 on 2025-12-10: 63.60966656240967
Zip Code: 35005, MSE: 4.028737561434607 Zip Code: 35005, R^2 score: -0.6982853899411692 Prediction for HAA6Br in zip code 35005 on 2025-12-10: 18.91483522063855
Zip Code: 35005, MSE: 0.0 Zip Code: 35005, R^2 score: 1.0 Prediction for total microcystins in zip code 35005 on 2025-12-10: 0.0
Zip Code: 35005, MSE: 0.0 Zip Code: 35005, R^2 score: 1.0 Prediction for cylindrospermopsin in zip code 35005 on 2025-12-10: 0.0
Zip Code: 35005, MSE: 0.0 Zip Code: 35005, R^2 score: 1.0 Prediction for anatoxin-a in zip code 35005 on 2025-12-10: 0.0
Zip Code: 35005, MSE: 0.00034615214998987427 Zip Code: 35005, R^2 score: 0.0 Prediction for 6:2 FTS in zip code 35005 on 2025-12-10: 0.06534047089538442
Zip Code: 35005, MSE: 0.0 Zip Code: 35005, R^2 score: 1.0 Prediction for 11Cl-PF3OUdS in zip code 35005 on 2025-12-10: 0.0
Zip Code: 35005, MSE: 0.0 Zip Code: 35005, R^2 score: 1.0 Prediction for HFPO-DA in zip code 35005 on 2025-12-10: 0.0
Zip Code: 35005, MSE: 0.0 Zip Code: 35005, R^2 score: 1.0 Prediction for NMeFOSAA in zip code 35005 on 2025-12-10: 0.0
Zip Code: 35005, MSE: 0.000743445090272594 Zip Code: 35005, R^2 score: 0.0 Prediction for PFHxA in zip code 35005 on 2025-12-10: 0.09575759600870448
Zip Code: 35005, MSE: 0.0 Zip Code: 35005, R^2 score: 1.0 Prediction for PFBA in zip code 35005 on 2025-12-10: 0.0
Zip Code: 35005, MSE: 0.0 Zip Code: 35005, R^2 score: 1.0 Prediction for PFMBA in zip code 35005 on 2025-12-10: 0.0
Zip Code: 35005, MSE: 0.0 Zip Code: 35005, R^2 score: 1.0 Prediction for 4:2 FTS in zip code 35005 on 2025-12-10: 0.0
Zip Code: 35005, MSE: 0.0 Zip Code: 35005, R^2 score: 1.0 Prediction for PFHpS in zip code 35005 on 2025-12-10: 0.0
Zip Code: 35005, MSE: 0.00032269118381934067 Zip Code: 35005, R^2 score: 0.0 Prediction for PFPeA in zip code 35005 on 2025-12-10: 0.06308736199126885
Zip Code: 35005, MSE: 0.0 Zip Code: 35005, R^2 score: 1.0 Prediction for PFEESA in zip code 35005 on 2025-12-10: 0.0
Zip Code: 35005, MSE: 0.0 Zip Code: 35005, R^2 score: 1.0 Prediction for PFDA in zip code 35005 on 2025-12-10: 0.0
Zip Code: 35005, MSE: 0.0 Zip Code: 35005, R^2 score: 1.0 Prediction for NFDHA in zip code 35005 on 2025-12-10: 0.0
Zip Code: 35005, MSE: 0.0 Zip Code: 35005, R^2 score: 1.0 Prediction for PFTA in zip code 35005 on 2025-12-10: 0.0
Zip Code: 35005, MSE: 0.0 Zip Code: 35005, R^2 score: 1.0 Prediction for lithium in zip code 35005 on 2025-12-10: 0.0
Zip Code: 35005, MSE: 0.0 Zip Code: 35005, R^2 score: 1.0 Prediction for ADONA in zip code 35005 on 2025-12-10: 0.0
Zip Code: 35005, MSE: 0.0 Zip Code: 35005, R^2 score: 1.0 Prediction for PFUnA in zip code 35005 on 2025-12-10: 0.0
Zip Code: 35005, MSE: 0.0 Zip Code: 35005, R^2 score: 1.0 Prediction for PFMPA in zip code 35005 on 2025-12-10: 0.0
Zip Code: 35005, MSE: 0.0 Zip Code: 35005, R^2 score: 1.0 Prediction for PFPeS in zip code 35005 on 2025-12-10: 0.0
Zip Code: 35005, MSE: 0.0 Zip Code: 35005, R^2 score: 1.0 Prediction for 9Cl-PF3ONS in zip code 35005 on 2025-12-10: 0.0
Zip Code: 35005, MSE: 0.0 Zip Code: 35005, R^2 score: 1.0 Prediction for NEtFOSAA in zip code 35005 on 2025-12-10: 0.0
Zip Code: 35005, MSE: 0.0 Zip Code: 35005, R^2 score: 1.0 Prediction for PFDoA in zip code 35005 on 2025-12-10: 0.0
Zip Code: 35005, MSE: 0.0 Zip Code: 35005, R^2 score: 1.0 Prediction for PFTrDA in zip code 35005 on 2025-12-10: 0.0
Zip Code: 35005, MSE: 0.0 Zip Code: 35005, R^2 score: 1.0 Prediction for 8:2 FTS in zip code 35005 on 2025-12-10: 0.0
Zip Code: 48858, MSE: 0.6852360625400931 Zip Code: 48858, R^2 score: -0.6696785149612403 Prediction for molybdenum in zip code 48858 on 2025-12-10: 14.360067439569306
Zip Code: 48858, MSE: 60945.768775145836 Zip Code: 48858, R^2 score: -0.2923191004059762 Prediction for chlorate in zip code 48858 on 2025-12-10: 375.6182636685928
Zip Code: 48858, MSE: 21365.960931773894 Zip Code: 48858, R^2 score: -0.08346657869035967 Prediction for strontium in zip code 48858 on 2025-12-10: -396.52501805596467
Zip Code: 48858, MSE: 0.04122082888770788 Zip Code: 48858, R^2 score: 0.16893490145750234 Prediction for chromium in zip code 48858 on 2025-12-10: 3.6574952565588728
Zip Code: 48858, MSE: 0.0 Zip Code: 48858, R^2 score: 1.0 Prediction for cobalt in zip code 48858 on 2025-12-10: 0.0
Zip Code: 48858, MSE: 0.007933698598039867 Zip Code: 48858, R^2 score: -0.23964040594372915 Prediction for vanadium in zip code 48858 on 2025-12-10: 1.5024851690400114
Zip Code: 48858, MSE: 0.0598874277899631 Zip Code: 48858, R^2 score: -0.36654408063990296 Prediction for chromium-6 in zip code 48858 on 2025-12-10: 2.7035852125631195
Zip Code: 48858, MSE: 0.0 Zip Code: 48858, R^2 score: 1.0 Prediction for Halon 1011 in zip code 48858 on 2025-12-10: 0.0
Zip Code: 48858, MSE: 0.0 Zip Code: 48858, R^2 score: 1.0 Prediction for PFOA in zip code 48858 on 2025-12-10: 0.0
Zip Code: 48858, MSE: 0.0 Zip Code: 48858, R^2 score: 1.0 Prediction for PFHxS in zip code 48858 on 2025-12-10: 0.0
Zip Code: 48858, MSE: 0.0 Zip Code: 48858, R^2 score: 1.0 Prediction for 1,4-dioxane in zip code 48858 on 2025-12-10: 0.0
Zip Code: 48858, MSE: 0.0 Zip Code: 48858, R^2 score: 1.0 Prediction for 1,3-butadiene in zip code 48858 on 2025-12-10: 0.0
Zip Code: 48858, MSE: 0.0 Zip Code: 48858, R^2 score: 1.0 Prediction for PFOS in zip code 48858 on 2025-12-10: 0.0
Zip Code: 48858, MSE: 0.0 Zip Code: 48858, R^2 score: 1.0 Prediction for 1,1-dichloroethane in zip code 48858 on 2025-12-10: 0.0
Zip Code: 48858, MSE: 0.0 Zip Code: 48858, R^2 score: 1.0 Prediction for chloromethane in zip code 48858 on 2025-12-10: 0.0
Zip Code: 48858, MSE: 0.0 Zip Code: 48858, R^2 score: 1.0 Prediction for equilin in zip code 48858 on 2025-12-10: 0.0
Zip Code: 48858, MSE: 0.0 Zip Code: 48858, R^2 score: 1.0 Prediction for testosterone in zip code 48858 on 2025-12-10: 0.0
Zip Code: 48858, MSE: 0.0 Zip Code: 48858, R^2 score: 1.0 Prediction for estrone in zip code 48858 on 2025-12-10: 0.0
Zip Code: 48858, MSE: 0.0 Zip Code: 48858, R^2 score: 1.0 Prediction for estriol in zip code 48858 on 2025-12-10: 0.0
Zip Code: 48858, MSE: 0.0 Zip Code: 48858, R^2 score: 1.0 Prediction for HCFC-22 in zip code 48858 on 2025-12-10: 0.0
Zip Code: 48858, MSE: 4.239940175947256e-09 Zip Code: 48858, R^2 score: 0.0 Prediction for PFBS in zip code 48858 on 2025-12-10: 0.0016709344497596755
Zip Code: 48858, MSE: 0.0 Zip Code: 48858, R^2 score: 1.0 Prediction for 17-alpha-ethynylestradiol in zip code 48858 on 2025-12-10: 0.0
Zip Code: 48858, MSE: 0.0 Zip Code: 48858, R^2 score: 1.0 Prediction for 4-androstene-3,17-dione in zip code 48858 on 2025-12-10: 0.0
Zip Code: 48858, MSE: 0.0 Zip Code: 48858, R^2 score: 1.0 Prediction for PFHpA in zip code 48858 on 2025-12-10: 0.0
Zip Code: 48858, MSE: 0.0 Zip Code: 48858, R^2 score: 1.0 Prediction for 1,2,3-trichloropropane in zip code 48858 on 2025-12-10: 0.0
Zip Code: 48858, MSE: 0.0 Zip Code: 48858, R^2 score: 1.0 Prediction for PFNA in zip code 48858 on 2025-12-10: 0.0
Zip Code: 48858, MSE: 0.0 Zip Code: 48858, R^2 score: 1.0 Prediction for bromomethane in zip code 48858 on 2025-12-10: 0.0
Zip Code: 48858, MSE: 0.0 Zip Code: 48858, R^2 score: 1.0 Prediction for 17-beta-estradiol in zip code 48858 on 2025-12-10: 0.0
Zip Code: 48858, MSE: 0.0 Zip Code: 48858, R^2 score: 1.0 Prediction for ethoprop in zip code 48858 on 2025-12-10: 0.0
Zip Code: 48858, MSE: 0.0 Zip Code: 48858, R^2 score: 1.0 Prediction for tribufos in zip code 48858 on 2025-12-10: 0.0
Zip Code: 48858, MSE: 0.0 Zip Code: 48858, R^2 score: 1.0 Prediction for chlorpyrifos in zip code 48858 on 2025-12-10: 0.0
Zip Code: 48858, MSE: 0.0 Zip Code: 48858, R^2 score: 1.0 Prediction for alpha-hexachlorocyclohexane in zip code 48858 on 2025-12-10: 0.0
Zip Code: 48858, MSE: 0.0 Zip Code: 48858, R^2 score: 1.0 Prediction for oxyfluorfen in zip code 48858 on 2025-12-10: 0.0
Zip Code: 48858, MSE: 292.6997564818183 Zip Code: 48858, R^2 score: -0.69266438133741 Prediction for 2-methoxyethanol in zip code 48858 on 2025-12-10: 10.84839489294292
Zip Code: 48858, MSE: 0.0 Zip Code: 48858, R^2 score: 1.0 Prediction for germanium in zip code 48858 on 2025-12-10: 0.0
Zip Code: 48858, MSE: 3409.5299061564065 Zip Code: 48858, R^2 score: -0.12711732434922518 Prediction for manganese in zip code 48858 on 2025-12-10: 110.32143910224283
Zip Code: 48858, MSE: 0.0 Zip Code: 48858, R^2 score: 1.0 Prediction for tebuconazole in zip code 48858 on 2025-12-10: 0.0
Zip Code: 48858, MSE: 0.0 Zip Code: 48858, R^2 score: 1.0 Prediction for 1-butanol in zip code 48858 on 2025-12-10: 0.0
Zip Code: 48858, MSE: 0.0 Zip Code: 48858, R^2 score: 1.0 Prediction for profenofos in zip code 48858 on 2025-12-10: 0.0
Zip Code: 48858, MSE: 0.0 Zip Code: 48858, R^2 score: 1.0 Prediction for 2-propen-1-ol in zip code 48858 on 2025-12-10: 0.0
Zip Code: 48858, MSE: 0.0 Zip Code: 48858, R^2 score: 1.0 Prediction for total permethrin in zip code 48858 on 2025-12-10: 0.0
Zip Code: 48858, MSE: 0.0 Zip Code: 48858, R^2 score: 1.0 Prediction for dimethipin in zip code 48858 on 2025-12-10: 0.0
Zip Code: 48858, MSE: 185.0883690280543 Zip Code: 48858, R^2 score: -0.8625319136488758 Prediction for HAA9 in zip code 48858 on 2025-12-10: -4.769669316143876
Zip Code: 48858, MSE: 61.39802522192581 Zip Code: 48858, R^2 score: -0.9612283891709787 Prediction for HAA6Br in zip code 48858 on 2025-12-10: 4.245443862433049
Zip Code: 48858, MSE: 58.49878492674781 Zip Code: 48858, R^2 score: -0.9754481994673874 Prediction for HAA5 in zip code 48858 on 2025-12-10: -9.251015483608597
Zip Code: 48858, MSE: 0.0 Zip Code: 48858, R^2 score: 1.0 Prediction for butylated hydroxyanisole in zip code 48858 on 2025-12-10: 0.0
Zip Code: 48858, MSE: 0.0 Zip Code: 48858, R^2 score: 1.0 Prediction for o-toluidine in zip code 48858 on 2025-12-10: 0.0
Zip Code: 48858, MSE: 0.0 Zip Code: 48858, R^2 score: 1.0 Prediction for quinoline in zip code 48858 on 2025-12-10: 0.0
Zip Code: 48858, MSE: 0.0 Zip Code: 48858, R^2 score: 1.0 Prediction for cylindrospermopsin in zip code 48858 on 2025-12-10: 0.0
Zip Code: 48858, MSE: 0.0 Zip Code: 48858, R^2 score: 1.0 Prediction for total microcystins in zip code 48858 on 2025-12-10: 0.0
Zip Code: 48858, MSE: 0.0 Zip Code: 48858, R^2 score: 1.0 Prediction for anatoxin-a in zip code 48858 on 2025-12-10: 0.0
Zip Code: 48858, MSE: 0.0 Zip Code: 48858, R^2 score: 1.0 Prediction for NMeFOSAA in zip code 48858 on 2025-12-10: 0.0
Zip Code: 48858, MSE: 0.0 Zip Code: 48858, R^2 score: 1.0 Prediction for PFUnA in zip code 48858 on 2025-12-10: 0.0
Zip Code: 48858, MSE: 88.9249000000012 Zip Code: 48858, R^2 score: 0.0 Prediction for lithium in zip code 48858 on 2025-12-10: -39.86835969162394
Zip Code: 48858, MSE: 0.0 Zip Code: 48858, R^2 score: 1.0 Prediction for NEtFOSAA in zip code 48858 on 2025-12-10: 0.0
Zip Code: 48858, MSE: 0.0 Zip Code: 48858, R^2 score: 1.0 Prediction for ADONA in zip code 48858 on 2025-12-10: 0.0
Zip Code: 48858, MSE: 0.0 Zip Code: 48858, R^2 score: 1.0 Prediction for 9Cl-PF3ONS in zip code 48858 on 2025-12-10: 0.0
Zip Code: 48858, MSE: 0.0 Zip Code: 48858, R^2 score: 1.0 Prediction for 11Cl-PF3OUdS in zip code 48858 on 2025-12-10: 0.0
Zip Code: 48858, MSE: 0.0 Zip Code: 48858, R^2 score: 1.0 Prediction for PFHpS in zip code 48858 on 2025-12-10: 0.0
Zip Code: 48858, MSE: 0.0 Zip Code: 48858, R^2 score: 1.0 Prediction for PFMBA in zip code 48858 on 2025-12-10: 0.0
Zip Code: 48858, MSE: 0.0 Zip Code: 48858, R^2 score: 1.0 Prediction for PFPeA in zip code 48858 on 2025-12-10: 0.0
Zip Code: 48858, MSE: 0.0 Zip Code: 48858, R^2 score: 1.0 Prediction for PFMPA in zip code 48858 on 2025-12-10: 0.0
Zip Code: 48858, MSE: 0.0 Zip Code: 48858, R^2 score: 1.0 Prediction for PFEESA in zip code 48858 on 2025-12-10: 0.0
Zip Code: 48858, MSE: 0.0 Zip Code: 48858, R^2 score: 1.0 Prediction for NFDHA in zip code 48858 on 2025-12-10: 0.0
Zip Code: 48858, MSE: 0.0 Zip Code: 48858, R^2 score: 1.0 Prediction for PFPeS in zip code 48858 on 2025-12-10: 0.0
Zip Code: 48858, MSE: 0.0 Zip Code: 48858, R^2 score: 1.0 Prediction for 8:2 FTS in zip code 48858 on 2025-12-10: 0.0
Zip Code: 48858, MSE: 0.0 Zip Code: 48858, R^2 score: 1.0 Prediction for 6:2 FTS in zip code 48858 on 2025-12-10: 0.0
Zip Code: 48858, MSE: 0.0 Zip Code: 48858, R^2 score: 1.0 Prediction for 4:2 FTS in zip code 48858 on 2025-12-10: 0.0
Zip Code: 48858, MSE: 0.0 Zip Code: 48858, R^2 score: 1.0 Prediction for PFTA in zip code 48858 on 2025-12-10: 0.0
Zip Code: 48858, MSE: 0.0 Zip Code: 48858, R^2 score: 1.0 Prediction for PFDA in zip code 48858 on 2025-12-10: 0.0
Zip Code: 48858, MSE: 0.0 Zip Code: 48858, R^2 score: 1.0 Prediction for HFPO-DA in zip code 48858 on 2025-12-10: 0.0
Zip Code: 48858, MSE: 0.0 Zip Code: 48858, R^2 score: 1.0 Prediction for PFHxA in zip code 48858 on 2025-12-10: 0.0
Zip Code: 48858, MSE: 0.0 Zip Code: 48858, R^2 score: 1.0 Prediction for PFTrDA in zip code 48858 on 2025-12-10: 0.0
Zip Code: 48858, MSE: 0.0 Zip Code: 48858, R^2 score: 1.0 Prediction for PFDoA in zip code 48858 on 2025-12-10: 0.0
Zip Code: 48858, MSE: 0.0 Zip Code: 48858, R^2 score: 1.0 Prediction for PFBA in zip code 48858 on 2025-12-10: 0.0
Zip Code: 56633, MSE: 0.0 Zip Code: 56633, R^2 score: 1.0 Prediction for ethoprop in zip code 56633 on 2025-12-10: 0.0
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning) /usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning)
Zip Code: 56633, MSE: 0.0 Zip Code: 56633, R^2 score: 1.0 Prediction for tribufos in zip code 56633 on 2025-12-10: 0.0
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning) /usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning)
Zip Code: 56633, MSE: 0.0 Zip Code: 56633, R^2 score: 1.0 Prediction for chlorpyrifos in zip code 56633 on 2025-12-10: 0.0
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning) /usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning)
Zip Code: 56633, MSE: 0.0 Zip Code: 56633, R^2 score: 1.0 Prediction for alpha-hexachlorocyclohexane in zip code 56633 on 2025-12-10: 0.0
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning) /usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning)
Zip Code: 56633, MSE: 0.0 Zip Code: 56633, R^2 score: 1.0 Prediction for oxyfluorfen in zip code 56633 on 2025-12-10: 0.0
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning) /usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning)
Zip Code: 56633, MSE: 0.0 Zip Code: 56633, R^2 score: 1.0 Prediction for 2-methoxyethanol in zip code 56633 on 2025-12-10: 0.0
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning) /usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning)
Zip Code: 56633, MSE: 0.0 Zip Code: 56633, R^2 score: 1.0 Prediction for germanium in zip code 56633 on 2025-12-10: 0.0
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning) /usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning)
Zip Code: 56633, MSE: 0.0 Zip Code: 56633, R^2 score: 1.0 Prediction for manganese in zip code 56633 on 2025-12-10: 0.0
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning) /usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning)
Zip Code: 56633, MSE: 0.0 Zip Code: 56633, R^2 score: 1.0 Prediction for tebuconazole in zip code 56633 on 2025-12-10: 0.0
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning) /usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning)
Zip Code: 56633, MSE: 0.0 Zip Code: 56633, R^2 score: 1.0 Prediction for 1-butanol in zip code 56633 on 2025-12-10: 0.0
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning) /usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning)
Zip Code: 56633, MSE: 0.0 Zip Code: 56633, R^2 score: 1.0 Prediction for profenofos in zip code 56633 on 2025-12-10: 0.0
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning) /usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning)
Zip Code: 56633, MSE: 0.0 Zip Code: 56633, R^2 score: 1.0 Prediction for 2-propen-1-ol in zip code 56633 on 2025-12-10: 0.0
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning) /usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning)
Zip Code: 56633, MSE: 0.0 Zip Code: 56633, R^2 score: 1.0 Prediction for total permethrin in zip code 56633 on 2025-12-10: 0.0
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning) /usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning)
Zip Code: 56633, MSE: 0.0 Zip Code: 56633, R^2 score: 1.0 Prediction for dimethipin in zip code 56633 on 2025-12-10: 0.0
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning) /usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning)
Zip Code: 56633, MSE: 0.3481000000000001 Zip Code: 56633, R^2 score: 1.0 Prediction for HAA9 in zip code 56633 on 2025-12-10: 0.8300308920259054
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning) /usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning)
Zip Code: 56633, MSE: 0.0 Zip Code: 56633, R^2 score: 1.0 Prediction for HAA6Br in zip code 56633 on 2025-12-10: -3.262673767645719
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning) /usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning)
Zip Code: 56633, MSE: 0.019600000000000003 Zip Code: 56633, R^2 score: 1.0 Prediction for HAA5 in zip code 56633 on 2025-12-10: 0.8300308970856101
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning) /usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning)
Zip Code: 56633, MSE: 0.0 Zip Code: 56633, R^2 score: 1.0 Prediction for butylated hydroxyanisole in zip code 56633 on 2025-12-10: 0.0
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning) /usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning)
Zip Code: 56633, MSE: 0.0 Zip Code: 56633, R^2 score: 1.0 Prediction for o-toluidine in zip code 56633 on 2025-12-10: 0.0
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning) /usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning)
Zip Code: 56633, MSE: 0.0 Zip Code: 56633, R^2 score: 1.0 Prediction for quinoline in zip code 56633 on 2025-12-10: 0.0
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning) /usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning)
Zip Code: 82520, MSE: 0.0 Zip Code: 82520, R^2 score: 1.0 Prediction for PFPeS in zip code 82520 on 2025-12-10: 0.0
Zip Code: 82520, MSE: 0.0 Zip Code: 82520, R^2 score: 1.0 Prediction for PFHpS in zip code 82520 on 2025-12-10: 0.0
Zip Code: 82520, MSE: 0.0 Zip Code: 82520, R^2 score: 1.0 Prediction for PFTrDA in zip code 82520 on 2025-12-10: 0.0
Zip Code: 82520, MSE: 0.0 Zip Code: 82520, R^2 score: 1.0 Prediction for PFHxS in zip code 82520 on 2025-12-10: 0.0
Zip Code: 82520, MSE: 0.0 Zip Code: 82520, R^2 score: 1.0 Prediction for NEtFOSAA in zip code 82520 on 2025-12-10: 0.0
Zip Code: 82520, MSE: 0.0 Zip Code: 82520, R^2 score: 1.0 Prediction for PFUnA in zip code 82520 on 2025-12-10: 0.0
Zip Code: 82520, MSE: 0.0 Zip Code: 82520, R^2 score: 1.0 Prediction for PFMPA in zip code 82520 on 2025-12-10: 0.0
Zip Code: 82520, MSE: 0.0 Zip Code: 82520, R^2 score: 1.0 Prediction for 8:2 FTS in zip code 82520 on 2025-12-10: 0.0
Zip Code: 82520, MSE: 0.0 Zip Code: 82520, R^2 score: 1.0 Prediction for PFPeA in zip code 82520 on 2025-12-10: 0.0
Zip Code: 82520, MSE: 0.0 Zip Code: 82520, R^2 score: 1.0 Prediction for HFPO-DA in zip code 82520 on 2025-12-10: 0.0
Zip Code: 82520, MSE: 0.0 Zip Code: 82520, R^2 score: 1.0 Prediction for PFOS in zip code 82520 on 2025-12-10: 0.0
Zip Code: 82520, MSE: 0.0 Zip Code: 82520, R^2 score: 1.0 Prediction for PFBS in zip code 82520 on 2025-12-10: 0.0
Zip Code: 82520, MSE: 0.0 Zip Code: 82520, R^2 score: 1.0 Prediction for PFTA in zip code 82520 on 2025-12-10: 0.0
Zip Code: 82520, MSE: 0.0 Zip Code: 82520, R^2 score: 1.0 Prediction for 6:2 FTS in zip code 82520 on 2025-12-10: 0.0
Zip Code: 82520, MSE: 0.0 Zip Code: 82520, R^2 score: 1.0 Prediction for PFBA in zip code 82520 on 2025-12-10: 0.0
Zip Code: 82520, MSE: 0.0 Zip Code: 82520, R^2 score: 1.0 Prediction for 4:2 FTS in zip code 82520 on 2025-12-10: 0.0
Zip Code: 82520, MSE: 3.227428805536995e-06 Zip Code: 82520, R^2 score: 0.0 Prediction for PFOA in zip code 82520 on 2025-12-10: 0.009075893155372411
Zip Code: 82520, MSE: 0.0 Zip Code: 82520, R^2 score: 1.0 Prediction for PFHxA in zip code 82520 on 2025-12-10: 0.0
Zip Code: 82520, MSE: 0.0 Zip Code: 82520, R^2 score: 1.0 Prediction for NMeFOSAA in zip code 82520 on 2025-12-10: 0.0
Zip Code: 82520, MSE: 0.0 Zip Code: 82520, R^2 score: 1.0 Prediction for PFNA in zip code 82520 on 2025-12-10: 0.0
Zip Code: 82520, MSE: 0.0 Zip Code: 82520, R^2 score: 1.0 Prediction for 9Cl-PF3ONS in zip code 82520 on 2025-12-10: 0.0
Zip Code: 82520, MSE: 0.0 Zip Code: 82520, R^2 score: 1.0 Prediction for 11Cl-PF3OUdS in zip code 82520 on 2025-12-10: 0.0
Zip Code: 82520, MSE: 0.0 Zip Code: 82520, R^2 score: 1.0 Prediction for PFMBA in zip code 82520 on 2025-12-10: 0.0
Zip Code: 82520, MSE: 0.0 Zip Code: 82520, R^2 score: 1.0 Prediction for PFEESA in zip code 82520 on 2025-12-10: 0.0
Zip Code: 82520, MSE: 0.0 Zip Code: 82520, R^2 score: 1.0 Prediction for PFDA in zip code 82520 on 2025-12-10: 0.0
Zip Code: 82520, MSE: 0.0 Zip Code: 82520, R^2 score: 1.0 Prediction for PFHpA in zip code 82520 on 2025-12-10: 0.0
Zip Code: 82520, MSE: 0.0 Zip Code: 82520, R^2 score: 1.0 Prediction for NFDHA in zip code 82520 on 2025-12-10: 0.0
Zip Code: 82520, MSE: 21.46165059074268 Zip Code: 82520, R^2 score: 0.0 Prediction for lithium in zip code 82520 on 2025-12-10: 15.276715331845594
Zip Code: 82520, MSE: 0.0 Zip Code: 82520, R^2 score: 1.0 Prediction for PFDoA in zip code 82520 on 2025-12-10: 0.0
Zip Code: 82520, MSE: 0.0 Zip Code: 82520, R^2 score: 1.0 Prediction for ADONA in zip code 82520 on 2025-12-10: 0.0
Zip Code: 98221, MSE: 1.9072777650874673 Zip Code: 98221, R^2 score: 0.5551538740320776 Prediction for HAA9 in zip code 98221 on 2025-12-10: 32.81417621855479
Zip Code: 98221, MSE: 1.5079058189164933 Zip Code: 98221, R^2 score: 0.5381605455079652 Prediction for HAA5 in zip code 98221 on 2025-12-10: 30.041305722695824
Zip Code: 98221, MSE: 0.042482757369865606 Zip Code: 98221, R^2 score: 0.05593872511409759 Prediction for HAA6Br in zip code 98221 on 2025-12-10: 3.426865661219008
Zip Code: 98221, MSE: 0.0 Zip Code: 98221, R^2 score: 1.0 Prediction for 2-methoxyethanol in zip code 98221 on 2025-12-10: 0.0
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning) /usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning)
Zip Code: 98221, MSE: 0.0 Zip Code: 98221, R^2 score: 1.0 Prediction for germanium in zip code 98221 on 2025-12-10: 0.0
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning) /usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning)
Zip Code: 98221, MSE: 0.0 Zip Code: 98221, R^2 score: 1.0 Prediction for dimethipin in zip code 98221 on 2025-12-10: 0.0
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning) /usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning)
Zip Code: 98221, MSE: 0.0 Zip Code: 98221, R^2 score: 1.0 Prediction for 2-propen-1-ol in zip code 98221 on 2025-12-10: 0.0
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning) /usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning)
Zip Code: 98221, MSE: 0.0 Zip Code: 98221, R^2 score: 1.0 Prediction for butylated hydroxyanisole in zip code 98221 on 2025-12-10: 0.0
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning) /usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning)
Zip Code: 98221, MSE: 46.34736832343395 Zip Code: 98221, R^2 score: 1.0 Prediction for manganese in zip code 98221 on 2025-12-10: 11.313612861721772
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning) /usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning)
Zip Code: 98221, MSE: 0.0 Zip Code: 98221, R^2 score: 1.0 Prediction for tribufos in zip code 98221 on 2025-12-10: 0.0
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning) /usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning)
Zip Code: 98221, MSE: 0.0 Zip Code: 98221, R^2 score: 1.0 Prediction for alpha-hexachlorocyclohexane in zip code 98221 on 2025-12-10: 0.0
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning) /usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning)
Zip Code: 98221, MSE: 0.0 Zip Code: 98221, R^2 score: 1.0 Prediction for ethoprop in zip code 98221 on 2025-12-10: 0.0
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning) /usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning)
Zip Code: 98221, MSE: 0.0 Zip Code: 98221, R^2 score: 1.0 Prediction for chlorpyrifos in zip code 98221 on 2025-12-10: 0.0
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning) /usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning)
Zip Code: 98221, MSE: 0.0 Zip Code: 98221, R^2 score: 1.0 Prediction for tebuconazole in zip code 98221 on 2025-12-10: 0.0
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning) /usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning)
Zip Code: 98221, MSE: 0.0 Zip Code: 98221, R^2 score: 1.0 Prediction for o-toluidine in zip code 98221 on 2025-12-10: 0.0
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning) /usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning)
Zip Code: 98221, MSE: 0.0 Zip Code: 98221, R^2 score: 1.0 Prediction for total permethrin in zip code 98221 on 2025-12-10: 0.0
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning) /usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning)
Zip Code: 98221, MSE: 0.0 Zip Code: 98221, R^2 score: 1.0 Prediction for 1-butanol in zip code 98221 on 2025-12-10: 0.0
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning) /usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning)
Zip Code: 98221, MSE: 0.0 Zip Code: 98221, R^2 score: 1.0 Prediction for profenofos in zip code 98221 on 2025-12-10: 0.0
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning) /usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning)
Zip Code: 98221, MSE: 0.0 Zip Code: 98221, R^2 score: 1.0 Prediction for quinoline in zip code 98221 on 2025-12-10: 0.0
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning) /usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning)
Zip Code: 98221, MSE: 0.0 Zip Code: 98221, R^2 score: 1.0 Prediction for oxyfluorfen in zip code 98221 on 2025-12-10: 0.0
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning) /usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning)
Zip Code: 98221, MSE: 0.0 Zip Code: 98221, R^2 score: 1.0 Prediction for cylindrospermopsin in zip code 98221 on 2025-12-10: 0.0
Zip Code: 98221, MSE: 0.0 Zip Code: 98221, R^2 score: 1.0 Prediction for anatoxin-a in zip code 98221 on 2025-12-10: 0.0
Zip Code: 98221, MSE: 0.0 Zip Code: 98221, R^2 score: 1.0 Prediction for total microcystins in zip code 98221 on 2025-12-10: 0.0
Zip Code: 98221, MSE: 0.0 Zip Code: 98221, R^2 score: 1.0 Prediction for PFEESA in zip code 98221 on 2025-12-10: 0.0
Zip Code: 98221, MSE: 0.0 Zip Code: 98221, R^2 score: 1.0 Prediction for NMeFOSAA in zip code 98221 on 2025-12-10: 0.0
Zip Code: 98221, MSE: 0.0 Zip Code: 98221, R^2 score: 1.0 Prediction for PFMBA in zip code 98221 on 2025-12-10: 0.0
Zip Code: 98221, MSE: 0.0 Zip Code: 98221, R^2 score: 1.0 Prediction for PFOA in zip code 98221 on 2025-12-10: 0.0
Zip Code: 98221, MSE: 0.0 Zip Code: 98221, R^2 score: 1.0 Prediction for PFUnA in zip code 98221 on 2025-12-10: 0.0
Zip Code: 98221, MSE: 0.0 Zip Code: 98221, R^2 score: 1.0 Prediction for lithium in zip code 98221 on 2025-12-10: 0.0
Zip Code: 98221, MSE: 0.0 Zip Code: 98221, R^2 score: 1.0 Prediction for PFDoA in zip code 98221 on 2025-12-10: 0.0
Zip Code: 98221, MSE: 0.0 Zip Code: 98221, R^2 score: 1.0 Prediction for PFHpA in zip code 98221 on 2025-12-10: 0.0
Zip Code: 98221, MSE: 0.0 Zip Code: 98221, R^2 score: 1.0 Prediction for ADONA in zip code 98221 on 2025-12-10: 0.0
Zip Code: 98221, MSE: 0.0 Zip Code: 98221, R^2 score: 1.0 Prediction for 9Cl-PF3ONS in zip code 98221 on 2025-12-10: 0.0
Zip Code: 98221, MSE: 0.0 Zip Code: 98221, R^2 score: 1.0 Prediction for NEtFOSAA in zip code 98221 on 2025-12-10: 0.0
Zip Code: 98221, MSE: 0.0 Zip Code: 98221, R^2 score: 1.0 Prediction for PFHxA in zip code 98221 on 2025-12-10: 0.0
Zip Code: 98221, MSE: 0.0 Zip Code: 98221, R^2 score: 1.0 Prediction for PFMPA in zip code 98221 on 2025-12-10: 0.0
Zip Code: 98221, MSE: 0.0 Zip Code: 98221, R^2 score: 1.0 Prediction for 11Cl-PF3OUdS in zip code 98221 on 2025-12-10: 0.0
Zip Code: 98221, MSE: 0.0 Zip Code: 98221, R^2 score: 1.0 Prediction for NFDHA in zip code 98221 on 2025-12-10: 0.0
Zip Code: 98221, MSE: 0.0 Zip Code: 98221, R^2 score: 1.0 Prediction for PFNA in zip code 98221 on 2025-12-10: 0.0
Zip Code: 98221, MSE: 0.0 Zip Code: 98221, R^2 score: 1.0 Prediction for PFOS in zip code 98221 on 2025-12-10: 0.0
Zip Code: 98221, MSE: 0.0 Zip Code: 98221, R^2 score: 1.0 Prediction for PFHxS in zip code 98221 on 2025-12-10: 0.0
Zip Code: 98221, MSE: 0.0 Zip Code: 98221, R^2 score: 1.0 Prediction for PFPeA in zip code 98221 on 2025-12-10: 0.0
Zip Code: 98221, MSE: 0.0 Zip Code: 98221, R^2 score: 1.0 Prediction for PFBS in zip code 98221 on 2025-12-10: 0.0
Zip Code: 98221, MSE: 0.0 Zip Code: 98221, R^2 score: 1.0 Prediction for 4:2 FTS in zip code 98221 on 2025-12-10: 0.0
Zip Code: 98221, MSE: 0.0 Zip Code: 98221, R^2 score: 1.0 Prediction for PFHpS in zip code 98221 on 2025-12-10: 0.0
Zip Code: 98221, MSE: 0.0 Zip Code: 98221, R^2 score: 1.0 Prediction for 6:2 FTS in zip code 98221 on 2025-12-10: 0.0
Zip Code: 98221, MSE: 0.0 Zip Code: 98221, R^2 score: 1.0 Prediction for PFPeS in zip code 98221 on 2025-12-10: 0.0
Zip Code: 98221, MSE: 0.0 Zip Code: 98221, R^2 score: 1.0 Prediction for 8:2 FTS in zip code 98221 on 2025-12-10: 0.0
Zip Code: 98221, MSE: 0.0 Zip Code: 98221, R^2 score: 1.0 Prediction for PFTA in zip code 98221 on 2025-12-10: 0.0
Zip Code: 98221, MSE: 0.0 Zip Code: 98221, R^2 score: 1.0 Prediction for PFDA in zip code 98221 on 2025-12-10: 0.0
Zip Code: 98221, MSE: 0.0 Zip Code: 98221, R^2 score: 1.0 Prediction for HFPO-DA in zip code 98221 on 2025-12-10: 0.0
Zip Code: 98221, MSE: 0.0 Zip Code: 98221, R^2 score: 1.0 Prediction for PFTrDA in zip code 98221 on 2025-12-10: 0.0
Zip Code: 98221, MSE: 0.0 Zip Code: 98221, R^2 score: 1.0 Prediction for PFBA in zip code 98221 on 2025-12-10: 0.0
Saving top 15 most accurate predictions based on R^2 score out of 290 total graphs
Total graphs generated: 290
{6339: {'1,4-dioxane': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'chlorate': [{'date': '2025-12-10', 'predicted_value': 1520.1093366459436, 'mse': 19692.292764058227, 'r2': -3.018835257971067}], 'chromium': [{'date': '2025-12-10', 'predicted_value': 0.2545034547945586, 'mse': 0.0048325645150389205, 'r2': 0.0}], 'strontium': [{'date': '2025-12-10', 'predicted_value': 118.77321236495004, 'mse': 16317.20227833172, 'r2': -162.1720227833172}], 'cobalt': [{'date': '2025-12-10', 'predicted_value': -7.171894832131599, 'mse': 0.7992282334162855, 'r2': -0.6310780273801746}], 'molybdenum': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'vanadium': [{'date': '2025-12-10', 'predicted_value': 0.09999999999999966, 'mse': 0.010000000000000002, 'r2': 0.0}], 'bromomethane': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'HCFC-22': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'chromium-6': [{'date': '2025-12-10', 'predicted_value': -0.0700095834980402, 'mse': 0.00493389399817824, 'r2': -0.00691714248535491}], 'PFOA': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'PFBS': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'PFHpA': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'PFHxS': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'PFNA': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'PFOS': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'Halon 1011': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], '1,2,3-trichloropropane': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], '1,3-butadiene': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'chloromethane': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], '1,1-dichloroethane': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'total permethrin': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], '1-butanol': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'dimethipin': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'oxyfluorfen': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'quinoline': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'alpha-hexachlorocyclohexane': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'tebuconazole': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], '2-methoxyethanol': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'o-toluidine': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'profenofos': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'tribufos': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'chlorpyrifos': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'butylated hydroxyanisole': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], '2-propen-1-ol': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'manganese': [{'date': '2025-12-10', 'predicted_value': 93.92657700114194, 'mse': 40.4314710093647, 'r2': 1.0}], 'ethoprop': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'germanium': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'HAA6Br': [{'date': '2025-12-10', 'predicted_value': 11.351398026837902, 'mse': 1.3743854425423327, 'r2': -0.9362825313842118}], 'HAA9': [{'date': '2025-12-10', 'predicted_value': -176.7006673989581, 'mse': 110.77963795857383, 'r2': -3.828240722389367}], 'HAA5': [{'date': '2025-12-10', 'predicted_value': -177.74306433665538, 'mse': 101.03120566372047, 'r2': -6.815143368225137}]}, 35005: {'PFHxS': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'tellurium': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'chromium': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'cobalt': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'chloromethane': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'molybdenum': [{'date': '2025-12-10', 'predicted_value': -17.550741216281907, 'mse': 1.2567536775713826, 'r2': 0.0}], 'vanadium': [{'date': '2025-12-10', 'predicted_value': -0.16001759184956565, 'mse': 0.0886435297668037, 'r2': -0.41829647626885924}], 'Halon 1011': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'n-propylbenzene': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'chromium-6': [{'date': '2025-12-10', 'predicted_value': -0.08891460360320946, 'mse': 0.00026602723790868966, 'r2': -0.7583927418116847}], 'germanium': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'PFHpA': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], '1,1-dichloroethane': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], '1,4-dioxane': [{'date': '2025-12-10', 'predicted_value': -0.1008497656594034, 'mse': 0.0008702685204829733, 'r2': 1.0}], 'sec-butylbenzene': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'PFBS': [{'date': '2025-12-10', 'predicted_value': 0.0012998288755263392, 'mse': 8.387055689503859e-07, 'r2': 0.0}], 'strontium': [{'date': '2025-12-10', 'predicted_value': 78.97513505967873, 'mse': 26.651938621736893, 'r2': -0.004880332613324656}], 'chlorate': [{'date': '2025-12-10', 'predicted_value': 239.9273521754575, 'mse': 1766.0237261626048, 'r2': -109.3764828851628}], '1,3-butadiene': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'manganese': [{'date': '2025-12-10', 'predicted_value': 2.830077986981136, 'mse': 1.4199738664282935, 'r2': 0.08003837630400246}], 'PFOA': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'HCFC-22': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'PFNA': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'bromomethane': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], '1,2,3-trichloropropane': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'PFOS': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'total permethrin': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], '1-butanol': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'profenofos': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], '2-propen-1-ol': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'quinoline': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'dimethipin': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'alpha-hexachlorocyclohexane': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], '2-methoxyethanol': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'o-toluidine': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'butylated hydroxyanisole': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'tribufos': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'ethoprop': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'chlorpyrifos': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'tebuconazole': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'oxyfluorfen': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'HAA5': [{'date': '2025-12-10', 'predicted_value': 45.652204417819064, 'mse': 71.13651975704933, 'r2': -0.06588819493761333}], 'HAA9': [{'date': '2025-12-10', 'predicted_value': 63.60966656240967, 'mse': 96.90103322565629, 'r2': -0.10769004356311895}], 'HAA6Br': [{'date': '2025-12-10', 'predicted_value': 18.91483522063855, 'mse': 4.028737561434607, 'r2': -0.6982853899411692}], 'total microcystins': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'cylindrospermopsin': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'anatoxin-a': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], '6:2 FTS': [{'date': '2025-12-10', 'predicted_value': 0.06534047089538442, 'mse': 0.00034615214998987427, 'r2': 0.0}], '11Cl-PF3OUdS': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'HFPO-DA': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'NMeFOSAA': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'PFHxA': [{'date': '2025-12-10', 'predicted_value': 0.09575759600870448, 'mse': 0.000743445090272594, 'r2': 0.0}], 'PFBA': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'PFMBA': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], '4:2 FTS': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'PFHpS': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'PFPeA': [{'date': '2025-12-10', 'predicted_value': 0.06308736199126885, 'mse': 0.00032269118381934067, 'r2': 0.0}], 'PFEESA': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'PFDA': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'NFDHA': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'PFTA': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'lithium': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'ADONA': 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'mse': 0.0, 'r2': 1.0}], 'PFPeA': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'PFBS': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], '4:2 FTS': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'PFHpS': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], '6:2 FTS': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'PFPeS': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], '8:2 FTS': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'PFTA': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'PFDA': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'HFPO-DA': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'PFTrDA': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'PFBA': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}]}}
<Figure size 640x480 with 0 Axes>
